Amulet: a wrist-worn mHealth platform (2011-2019)
This project is no longer active; this page is no longer updated.
Related website:
[Amulet-project.org]
Related projects:
[Amanuensis],
[Amulet],
[Auracle],
[SIMBA],
[THaW],
[TISH]
Related keywords:
[iot],
[mhealth],
[patent],
[privacy],
[security],
[sensors],
[wearable]
Summary
In the Amulet project we developed a custom wrist-worn computing
platform for mobile health (mHealth). Amulet is
(1) a bracelet 'hub' for a body-area mHealth network;
(2) a secure, multi-application mHealth platform;
(3) always on - and always with you;
(4) long lasting, with battery life of one week to one month;
(5) discreet in communicating with its wearer;
(6) able to support multiple apps that monitor stress, physical
activity, and exercise in free-living conditions;
(7) open-hardware and open-source.
The original concept was described in a 2012 HotMobile paper
[sorber:amulet], and two retrospective
papers provide an overview of the whole project in 2019
[boateng:experience,
kotz:amulet19].
The interactive tool to predict and tune energy consumption is
described further in Travis Peters' dissertation
[peters:thesis].
Our primary contribution was the development of the Amulet platform
itself [hester:amulet], which includes an
ultra-low-power hardware architecture and a companion software
framework, including a highly efficient event-driven programming
model, low-power operating system, and developer tools for profiling
ultra-low-power applications at compile time. Our prototype had
battery lifetime lasting weeks or even months, depending on the
application, and our interactive resource-profiling tool predicted
battery lifetime within 6-10% of the measured lifetime.
We also made several contributions to security, including
innovative ways for memory protection on low-capability
microcontrollers like the MSP430 used in Amulet
[hardin:mpu,
hardin:mobisys17].
This work appears again as a chapter in Hardin's thesis
[hardin:thesis].
We further developed methods for cryptographic transfer of data from
a low-power wearable (like Amulet) to a smartphone [harmon:thesis], and then from a smartphone
into a secure cloud-based mHealth data storage system... which then
allows the data contributor to control which data consumer(s) can
retrieve certain slices of data from their mHealth streams
[greene:sharehealth,
greene:thesis].
We also developed several algorithms, applications, and studies
related to the measurement of stress or the monitoring of physical
activity
[mishra:commodity,
boateng:stepcount,
boateng:geriactive,
boateng:activityaware,
boateng:stressaware,
boateng:msthesis,
boateng:stressaware-thesis].
In the culmination of this work, we showed that, using and
off-the-shelf heart-rate sensor, we were able to detect stressful
events with an F1-score of up to 0.87 in the lab and
0.66 in the field, on par with clinical-grade sensors
[mishra:jcommodity].
For follow-on work, see the SIMBA project.
In collaboration with engineers, we assisted with the development
of a custom, low-power, wrist-worn sensor for electrodermal activity
(EDA), which can be helpful in measuring stress
[pope:eda-bsn].
In collaboration with a physician and students at the medical
school, we also demonstrated the potential for Amulet (and devices
like it) to be used for remote- and home-monitoring of physical
activity among older adults, with the aim of assisting them to retain
physical capabilities sufficient for activities of daily living
[batsis:rural,
batsis:mowi,
batsis:amulet-use,
batsis:change,
batsis:feasibility,
batsis:usability,
batsis:weight-loss,
batsis:barriers,
rauch:wtp,
petersen:design].
We also assisted in the development of a customized handle for an
exercise resistance band -- typified by those from brand
Theraband -- to enable clinical and research teams to
measure a participant's use of the exercise band. The handle measures
force induced on the handle by the band, and algorithms extract the
number of repetitions
[seo:theraband,
peterson:chase,
batsis:development].
For more information about the Amulet project, and a broader
description of its contributions and publications (not just those
including David Kotz and his students), see the Amulet website.
Download
Amulet is freely available for personal, educational, and research use,
open-hardware and
open-source.
Some Amulet technology is covered by two patents:
[kotz:patent9936877,
kotz:patent9595187].
People
Amulet involved many students, staff, and faculty, primarily at Dartmouth
and Clemson University.
Core researchers:
John Batsis,
George Boateng,
Kelly Caine,
Eric Chen,
Kevin Freeman,
Emily Greene,
Bhargav Golla,
Ryan Halter,
Taylor Hardin,
David Harmon,
Josiah Hester,
Hilary Johnson,
Anna Knowles,
David Kotz,
Sarah Lord,
Byron Lowens,
Zachary Marois,
Varun Mishra,
Andrés Molina-Markham,
Vivian Genaro Motti,
Emma Oberstein,
Travis Peters,
Curtis Petersen,
Ronald Peterson,
Gunnar Pope,
Patrick Proctor,
Sougata Sen,
Lillian Seo,
Joseph Skinner,
Jacob Sorber,
Kevin Storer,
Emily Wechsler,
and
Tianlong Yun.
Collaborators:
Christina Aquila,
Rima Al-Nimr,
Stephen Bartels,
Hang Cai,
Elizabeth Carpenter-Song,
Matthew Clark,
Summer Cook,
Cory Cornelius,
Kevin Curtis,
Rachel Dokko,
Karen Fortuna,
Diane Gilbert-Diamond,
Tyler Gooding,
Ann Haedrich,
Steven Hearndon,
Stephanie Lewia,
Francisco Lopez-Jimenez,
Jasmine Mai,
Todd Mackenzie,
Shrirang Mare,
Auden McClure,
John Naslund,
Dawna Pidgeon,
Aarathi Prasad,
Meredith Roderka,
Sivan Rotenberg,
Richard Rothstein,
Ryan Scott,
Diane Sette,
Minho Shin,
Emma Smithayer,
Courtney Stevens,
Aaron Weintraub,
K.C. Wright,
and
Alexandra Zagaria.
Funding and acknowledgements
This research program is supported by the National Science Foundation
(NSF) under award numbers CNS-1314281, CNS-1314342, CNS-1619970, and
CNS-1619950, with preliminary work funded by the NSF under award
number 0910842 and by the Department of Health and Human Services
(SHARP program) under award number 90TR0003-01. Dr. Batsis’ research
reported in his publications was supported in part by the National
Institute On Aging of the National Institutes of Health under Award
Number K23AG051681.
The views and conclusions contained on this site are those of the
authors and should not be interpreted as necessarily representing the
official policies, either expressed or implied, of the sponsors. Any
mention of specific companies or products does not imply any
endorsement by the authors or by the sponsors.
The Amulet logo was designed by the students of the DALI lab at Dartmouth. We are
grateful for their creativity and assistance!
Papers (tagged 'amulet')
This list includes only those including David Kotz as co-author or
thesis advisor. For a complete list of Amulet papers, see the
Amulet website.
[The list below is also available in BibTeX]
Papers are listed in reverse-chronological order.
Follow updates with RSS.
- 2022:
-
George Boateng, Curtis L. Petersen, David Kotz, Karen L. Fortuna, Rebecca Masutani, and John A. Batsis.
A Smartwatch Step-Counting App for Older Adults: Development and Evaluation Study.
JMIR Aging, volume 5, number 3, article e33845, 11 pages.
JMIR Publications, August 10, 2022.
doi:10.2196/33845.
[Details]
-
Taylor Hardin.
Information Provenance for Mobile Health Data.
PhD thesis, Dartmouth Computer Science, Hanover, NH, May 2022.
[Details]
- 2021:
-
Lillian M. Seo, Curtis L. Petersen, Ryan J. Halter, David F. Kotz, Karen L. Fortuna, and John A. Batsis.
Usability Assessment of a Bluetooth-Enabled Resistance Exercise Band Among Young Adults.
Health Technology, volume 5, number 4.
AME Publishing, April 2021.
doi:10.21037/ht-20-22.
[Details]
-
John A. Batsis, Curtis L. Petersen, Matthew M. Clark, Summer B. Cook, David Kotz, Tyler L. Gooding, Meredith N. Roderka, Rima I. Al-Nimr, Dawna Pidgeon, Ann Haedrich, K.C. Wright, Christina Aquila, and Todd A. Mackenzie.
Feasibility and acceptability of a technology-based, rural weight management intervention in older adults with obesity.
BMC Geriatrics, volume 21, article 44, 13 pages.
BMC, January 2021.
doi:10.1186/s12877-020-01978-x.
PMID: 33435877.
[Details]
-
John A. Batsis, Curtis L. Petersen, Matthew M. Clark, Summer B. Cook, Francisco Lopez-Jimenez, Rima I. Al-Nimr, Dawna Pidgeon, David Kotz, Todd A. Mackenzie, and Steven J. Bartels.
A Weight-Loss Intervention Augmented by a Wearable Device in Rural Older Adults with Obesity: A Feasibility Study.
Journals of Gerontology - Series A: Biological Sciences and Medical Sciences, volume 76, number 1, pages 95–100.
Oxford Academic, January 2021.
doi:10.1093/gerona/glaa115.
First published 8 May 2020.
[Details]
- 2020:
-
John Batsis, Auden C. McClure, Aaron B. Weintraub, Diane Sette, Sivan Rotenberg, Courtney J. Stevens, Diane Gilbert-Diamond, David F. Kotz, Stephen J. Bartels, Summer B. Cook, and Richard I. Rothstein.
Barriers and facilitators in implementing a pilot, pragmatic, telemedicine-delivered healthy lifestyle program for obesity management in a rural, academic obesity clinic.
Implementation Science Communications, volume 1, article 83, 9 pages.
BMC, September 2020.
doi:10.1186/s43058-020-00075-9.
[Details]
-
Curtis Lee Petersen, Ryan Halter, David Kotz, Lorie Loeb, Summer Cook, Dawna Pidgeon, Brock C. Christensen, and John A. Batsis.
Using Natural Language Processing and Sentiment Analysis to Augment Traditional User-Centered Design: Development and Usability Study.
JMIR mHealth and uHealth, volume 8, number 8, article e16862, 13 pages.
JMIR Publications, August 2020.
doi:10.2196/16862.
[Details]
-
Travis Peters.
Trustworthy Wireless Personal Area Networks.
PhD thesis, Dartmouth Computer Science, Hanover, NH, August 2020.
Available as Dartmouth Computer Science Technical Report TR2020-878.
[Details]
-
Vanessa K. Rauch, Meredith Roderka, Auden C. McClure, Aaron B. Weintraub, Kevin Curtis, David F. Kotz, Richard I. Rothstein, and John A. Batsis.
Willingness to pay for a telemedicine-delivered healthy lifestyle programme.
Journal of Telemedicine and Telecare.
Sage, June 2020.
doi:10.1177/1357633X20943337.
PMID: 32781892.
[Details]
-
Varun Mishra, Gunnar Pope, Sarah Lord, Stephanie Lewia, Byron Lowens, Kelly Caine, Sougata Sen, Ryan Halter, and David Kotz.
Continuous Detection of Physiological Stress with Commodity Hardware.
ACM Transactions on Computing for Healthcare (HEALTH), volume 1, number 2, article 8, 30 pages.
ACM, April 2020.
doi:10.1145/3361562.
[Details]
-
John Batsis, Stephen Bartels, Rachel Dokko, Alexandra Zagaria, John Naslund, Elizabeth Carpenter-Song, and David Kotz.
Opportunities to Improve a Mobile Obesity Wellness Intervention for Rural Older Adults with Obesity.
Journal of Community Health, volume 45, number 1, pages 194–200.
Springer, February 2020.
doi:10.1007/s10900-019-00720-y.
PMID: 31486958.
[Details]
- 2019:
-
John A. Batsis, Auden C. McClure, Aaron B. Weintraub, David F. Kotz, Sivan Rotenberg, Summer B. Cook, Diane Gilbert-Diamond, Kevin Curtis, Courtney J. Stevens, Diane Sette, and Richard I. Rothstein.
Feasibility and acceptability of a rural, pragmatic, telemedicine-delivered healthy lifestyle programme.
Obesity Science & Practice, volume 5, number 6, pages 521–530.
Wiley, December 2019.
doi:10.1002/osp4.366.
[Details]
-
George Boateng, Vivian Genaro Motti, Varun Mishra, John A. Batsis, Josiah Hester, and David Kotz.
Experience: Design, Development and Evaluation of a Wearable Device for mHealth Applications.
Proceedings of the International Conference on Mobile Computing and Networking (MobiCom), article 31, 14 pages.
ACM, October 2019.
doi:10.1145/3300061.3345432.
[Details]
-
John A. Batsis, Alexandra B. Zagaria, Ryan J. Halter, George G. Boateng, Patrick Proctor, Stephen J. Bartels, and David Kotz.
Use of Amulet in behavioral change for geriatric obesity management.
Journal of Digital Health, volume 5, pages 1–7.
Sage, June 2019.
doi:10.1177/2055207619858564.
[Details]
-
John A. Batsis, George G. Boateng, Lillian M. Seo, Curtis L. Petersen, Karen L. Fortuna, Emily V. Wechsler, Ronald J. Peterson, Summer B. Cook, Dawna Pidgeon, Rachel S. Dokko, Ryan J. Halter, and David F. Kotz.
Development and Usability Assessment of a Connected Resistance Exercise Band Application for Strength-Monitoring.
World Academy of Science, Engineering and Technology, volume 13, number 5, pages 340–348.
World Academy of Science, Engineering and Technology, June 2019.
PMID: 31205628.
Presented at the International Conference on Body Area Networks (ICBAN).
[Details]
-
John A. Batsis, John A. Naslund, Alexandra B. Zagaria, David Kotz, Rachel Dokko, Stephen J. Bartels, and Elizabeth Carpenter-Song.
Technology for Behavioral Change in Rural Older Adults with Obesity.
Journal of Nutrition in Gerontology and Geriatrics, volume 38, number 2, pages 130–148.
Taylor & Francis, April 2019.
doi:10.1080/21551197.2019.1600097.
[Details]
-
Emily Greene, Patrick Proctor, and David Kotz.
Secure Sharing of mHealth Data Streams through Cryptographically-Enforced Access Control.
Journal of Smart Health, volume 12, pages 49–65.
Elsevier, April 2019.
doi:10.1016/j.smhl.2018.01.003.
[Details]
-
David Kotz.
Amulet: an open-source wrist-worn platform for mHealth research and education.
Proceedings of the Workshop on Networked Healthcare Technology (NetHealth), pages 891–897.
IEEE, January 2019.
doi:10.1109/COMSNETS.2019.8711407.
[Details]
- 2018:
-
John A. Batsis, Alexandra Zagaria, David F. Kotz, Stephen J. Bartels, George G. Boateng, Patrick O. Proctor, Ryan J. Halter, and Elizabeth A. Carpenter-Song.
Usability evaluation for the Amulet wearable device in rural older adults with obesity.
Gerontechnology, volume 17, number 3, pages 151–159.
International Society for Gerontechnology, October 2018.
doi:10.4017/gt.2018.17.3.003.00.
[Details]
-
Varun Mishra, Gunnar Pope, Sarah Lord, Stephanie Lewia, Byron Lowens, Kelly Caine, Sougata Sen, Ryan Halter, and David Kotz.
The Case for a Commodity Hardware Solution for Stress Detection.
Proceedings of the Workshop on Mental Health: Sensing & Intervention, pages 1717–1728.
ACM, October 2018.
doi:10.1145/3267305.3267538.
[Details]
-
Curtis L. Petersen, Emily V. Wechsler, Ryan J. Halter, George G. Boateng, Patrick O. Proctor, David F. Kotz, Summer B. Cook, and John A. Batsis.
Detection and Monitoring of Repetitions Using an mHealth-Enabled Resistance Band.
Proceedings of the IEEE/ACM International Conference on Connected Health: Applications, Systems and Engineering Technologies (CHASE), pages 22–24.
ACM, September 2018.
doi:10.1145/3278576.3278586.
[Details]
-
Taylor Hardin, Ryan Scott, Patrick Proctor, Josiah Hester, Jacob Sorber, and David Kotz.
Application Memory Isolation on Ultra-Low-Power MCUs.
Proceedings of the USENIX Annual Technical Conference (USENIX ATC), pages 127–132.
USENIX Association, July 2018.
[Details]
-
Varun Mishra, Byron Lowens, Sarah Lord, Kelly Caine, and David Kotz.
Investigating Contextual Cues as Indicators for EMA Delivery.
Technical Report number TR2018-842, Dartmouth Computer Science, April 2018.
[Details]
-
David Kotz, Ryan Halter, Cory Cornelius, Jacob Sorber, Minho Shin, Ronald Peterson, Shrirang Mare, Aarathi Prasad, Joseph Skinner, and Andrés Molina-Markham.
Wearable computing device for secure control of physiological sensors and medical devices, with secure storage of medical records, and bioimpedance biometric.
U.S. Patent 9,936,877; International Patent Application WO2013096954A1, April 10, 2018.
This patent adds claims to its predecessor; Priority date 2011-12-23; Filed 2017-02-07; Issued 2018-04-10.
[Details]
-
George Boateng, John A. Batsis, Patrick Proctor, Ryan Halter, and David Kotz.
GeriActive: Wearable App for Monitoring and Encouraging Physical Activity among Older Adults.
Proceedings of the IEEE Conference on Body Sensor Networks (BSN), pages 46–49.
IEEE, March 2018.
doi:10.1109/BSN.2018.8329655.
[Details]
-
Gunnar C. Pope, Varun Mishra, Stephanie Lewia, Byron Lowens, David Kotz, Sarah Lord, and Ryan Halter.
An Ultra-Low Resource Wearable EDA Sensor Using Wavelet Compression.
Proceedings of the IEEE Conference on Body Sensor Networks (BSN), pages 193–196.
IEEE, March 2018.
doi:10.1109/BSN.2018.8329691.
[Details]
- 2017:
-
Varun Mishra, Byron Lowens, Sarah Lord, Kelly Caine, and David Kotz.
Investigating Contextual Cues As Indicators for EMA Delivery.
Proceedings of the International Workshop on Smart and Ambient Notification and Attention Management (UbiTtention), pages 935–940.
ACM, September 2017.
doi:10.1145/3123024.3124571.
[Details]
-
Emily Greene.
ShareABEL: Secure Sharing of mHealth Data through Cryptographically-Enforced Access Control.
Technical Report number TR2017-827, Dartmouth College, Computer Science, Hanover, NH, July 2017.
Senior Honors Thesis.
[Details]
-
Taylor Hardin, Josiah Hester, Patrick Proctor, Jacob Sorber, and David Kotz.
Poster: Memory Protection in Ultra-Low-Power Multi-Application Wearables.
Proceedings of the ACM International Conference on Mobile Systems, Applications, and Services (MobiSys), page 170.
ACM, June 2017.
doi:10.1145/3081333.3089314.
[Details]
-
George G. Boateng.
ActivityAware: Wearable System for Real-Time Physical Activity Monitoring among the Elderly.
Master's thesis, Dartmouth Computer Science, Hanover, NH, May 2017.
Available as Dartmouth Computer Science Technical Report TR2017-824.
[Details]
-
David B. Harmon.
Cryptographic transfer of sensor data from the Amulet to a smartphone.
Technical Report number TR2017-826, Dartmouth College, Computer Science, Hanover, NH, May 2017.
Senior Honors Thesis.
[Details]
-
George Boateng, John A. Batsis, Ryan Halter, and David Kotz.
ActivityAware: An App for Real-Time Daily Activity Level Monitoring on the Amulet Wrist-Worn Device.
Proceedings of the IEEE PerCom Workshop on Pervasive Health Technologies (PerHealth), pages 431–435.
IEEE, March 2017.
doi:10.1109/PERCOMW.2017.7917601.
[Details]
-
David Kotz, Ryan Halter, Cory Cornelius, Jacob Sorber, Minho Shin, Ronald Peterson, Shrirang Mare, Aarathi Prasad, Joseph Skinner, and Andrés Molina-Markham.
Wearable computing device for secure control of physiological sensors and medical devices, with secure storage of medical records, and bioimpedance biometric.
U.S. Patent 9,595,187; International Patent Application WO2013096954A1, March 14, 2017.
Priority date 2011-12-23; Filed 2012-12-24; Issued 2017-03-14.
[Details]
-
George Boateng and David Kotz.
StressAware: An App for Real-Time Stress Monitoring on the Amulet Wearable Platform.
Proceedings of the IEEE MIT Undergraduate Research Technology Conference (URTC), pages 1–4.
IEEE, January 2017.
doi:10.1109/URTC.2016.8284068.
[Details]
- 2016:
-
Josiah Hester, Travis Peters, Tianlong Yun, Ronald Peterson, Joseph Skinner, Bhargav Golla, Kevin Storer, Steven Hearndon, Sarah Lord, Ryan Halter, David Kotz, and Jacob Sorber.
The Amulet Wearable Platform: Demo Abstract.
Proceedings of the ACM Conference on Embedded Networked Sensor Systems (SenSys), pages 290–291.
ACM, November 2016.
doi:10.1145/2994551.2996527.
[Details]
-
Josiah Hester, Travis Peters, Tianlong Yun, Ronald Peterson, Joseph Skinner, Bhargav Golla, Kevin Storer, Steven Hearndon, Kevin Freeman, Sarah Lord, Ryan Halter, David Kotz, and Jacob Sorber.
Amulet: An Energy-Efficient, Multi-Application Wearable Platform.
Proceedings of the ACM Conference on Embedded Networked Sensor Systems (SenSys), pages 216–229.
ACM, November 2016.
doi:10.1145/2994551.2994554.
[Details]
-
George G. Boateng.
StressAware: App for Continuously Measuring and Monitoring Stress Levels in Real Time on the Amulet Wearable Device.
Technical Report number TR2016-802, Dartmouth Computer Science, Hanover, NH, May 2016.
Senior Honors Thesis.
[Details]
-
Anna J. Knowles.
Integrating Bluetooth Low Energy Peripherals with the Amulet.
Technical Report number TR2016-807, Dartmouth Computer Science, Hanover, NH, May 2016.
Senior Honors Thesis.
[Details]
- 2014:
-
Andrés Molina-Markham, Ronald Peterson, Joseph Skinner, Tianlong Yun, Bhargav Golla, Kevin Freeman, Travis Peters, Jacob Sorber, Ryan Halter, and David Kotz.
Amulet: A secure architecture for mHealth applications for low-power wearable devices.
Proceedings of the Workshop on Mobile Medical Applications-- Design and Development (WMMADD), pages 16–21.
ACM, November 2014.
doi:10.1145/2676431.2676432.
[Details]
-
Andrés Molina-Markham, Ronald A. Peterson, Joseph Skinner, Ryan J. Halter, Jacob Sorber, and David Kotz.
Poster: Enabling Computational Jewelry for mHealth Applications.
Proceedings of the International Conference on Mobile Systems, Applications, and Services (MobiSys), pages 374–375.
ACM, June 2014.
doi:10.1145/2594368.2601454.
[Details]
- 2012:
-
Jacob Sorber, Minho Shin, Ronald Peterson, Cory Cornelius, Shrirang Mare, Aarathi Prasad, Zachary Marois, Emma Smithayer, and David Kotz.
An Amulet for trustworthy wearable mHealth.
Proceedings of the Workshop on Mobile Computing Systems and Applications (HotMobile), article 7, 6 pages.
ACM, February 2012.
doi:10.1145/2162081.2162092.
[Details]
[Kotz research]